Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
1,269,800
2020-06-11 15:52:00
38,797,410,705,641
fraud_O'Reilly, Mohr and Purdy
home
82.14
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
91e9360aa996e04e7f213e17bfaed369
1,370,965,920
42.543788
-74.198601
0
1,269,801
2020-06-11 15:52:34
4,003,771,737,807,706
fraud_Larkin Ltd
kids_pets
7.51
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
d1846698624709865deebfc3f53d72e2
1,370,965,954
35.387751
-92.056218
0
1,269,802
2020-06-11 15:53:31
4,670,613,943,676,271
fraud_Roberts, Daniel and Macejkovic
kids_pets
13.48
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
16a5cefa74907f884f2fbd9c7109c18a
1,370,966,011
30.814127
-84.314137
0
1,269,803
2020-06-11 15:54:23
36,360,452,125,889
fraud_Nolan-Williamson
kids_pets
11.77
Christopher
Raymond
M
766 Potter Well
West Chazy
NY
12,992
44.797
-73.5112
4,778
Engineering geologist
1954-06-14
ff38ce3d3f3af43c2a2a34f3f9a8d297
1,370,966,063
44.519581
-72.596938
0
1,269,804
2020-06-11 15:55:02
6,573,561,108,825,071
fraud_Emmerich-Rau
personal_care
45.19
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
743097d45aa3e65b755248cc23fbe795
1,370,966,102
35.331371
-96.664721
0
1,269,805
2020-06-11 15:55:22
3,541,160,328,600,277
fraud_Wilkinson LLC
personal_care
23.31
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
0dd3ef1bac3ce1d1e4ab8f6c684df341
1,370,966,122
40.132225
-89.865035
0
1,269,806
2020-06-11 15:55:37
4,452,366,298,769,043
fraud_Wilkinson PLC
kids_pets
3.17
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
a545486796c75eb5e077cf324fcc98bd
1,370,966,137
32.524547
-97.575001
0
1,269,807
2020-06-11 15:55:38
30,135,235,368,675
fraud_Adams-Barrows
health_fitness
82.65
Amanda
Williams
F
02018 Gary Key Apt. 911
Independence
MO
64,058
39.1412
-94.3515
123,373
Engineer, production
1992-11-27
8a415e80171ac74fd6d5940b5ff9ed18
1,370,966,138
39.306797
-93.376513
0
1,269,808
2020-06-11 15:55:55
3,519,607,465,576,254
fraud_Collier LLC
home
176.84
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
e7ec0dfbd47f65f2e46532c1d6027a6b
1,370,966,155
40.298583
-123.740517
0
1,269,809
2020-06-11 15:56:32
4,939,976,756,738,216
fraud_Heathcote LLC
shopping_net
9.51
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
b4deaeab5cf8e086a67c839473a51ad6
1,370,966,192
26.859699
-98.033432
0
1,269,810
2020-06-11 15:57:10
30,238,755,902,988
fraud_Crona and Sons
kids_pets
239.84
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
045b86d1f68f9e09077a19306930c994
1,370,966,230
30.695813
-96.574705
0
1,269,811
2020-06-11 15:58:37
3,565,996,340,207,976
fraud_Romaguera and Sons
travel
3.73
Warren
Daniels
M
23656 Harris Gardens Suite 698
El Paso
TX
79,906
31.8092
-106.4247
749,635
Market researcher
1973-01-21
9ac8a8ac9775ca3c382181c268692080
1,370,966,317
30.864504
-107.188933
0
1,269,812
2020-06-11 15:59:07
347,073,228,412,010
fraud_Turner and Sons
shopping_pos
114.73
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
cd9da4abd3592175bf8cd392c9c3f667
1,370,966,347
44.468659
-105.367067
0
1,269,813
2020-06-11 15:59:37
374,930,071,163,758
fraud_Dibbert-Green
entertainment
100.31
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
f7eda9dae906c12202b4257d8009b4f5
1,370,966,377
43.002372
-82.507117
0
1,269,814
2020-06-11 15:59:44
4,155,021,259,183,870
fraud_Upton PLC
entertainment
7.99
Renee
Parrish
F
174 Jennifer Meadow Apt. 467
Mountain Park
OK
73,559
34.7032
-98.9591
540
Research scientist (life sciences)
1983-10-12
8a87b3a361f37434ca35925a248f6912
1,370,966,384
34.331668
-98.378201
0
1,269,815
2020-06-11 15:59:53
6,011,626,928,491,360
fraud_Daugherty LLC
kids_pets
65.49
Heather
Roberts
F
62934 Maria Cliffs Suite 350
Bethel Springs
TN
38,315
35.2289
-88.644
3,876
Senior tax professional/tax inspector
1960-11-19
887a14c65facc0199dcfcf32980c9bfb
1,370,966,393
34.640467
-89.056098
0
1,269,816
2020-06-11 16:00:09
30,238,755,902,988
fraud_Price Inc
shopping_net
8.49
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
ff5282067ec7cb4ad59062a34f4b5e1d
1,370,966,409
30.400875
-97.066112
0
1,269,817
2020-06-11 16:01:05
3,576,431,665,303,017
fraud_Kihn, Brakus and Goyette
personal_care
56.31
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
fbf95dbb049c6b4fa1ae923bc7c04da7
1,370,966,465
33.323044
-111.311207
0
1,269,818
2020-06-11 16:01:09
4,682,744,518,117,239
fraud_Mueller, Gerhold and Mueller
health_fitness
19.19
Gregory
Webster
M
66035 Benjamin Villages
Syracuse
MO
65,354
38.6547
-92.8929
628
Radiographer, diagnostic
1961-12-18
6f31fb5d78d300c7f7821951e7df95e2
1,370,966,469
38.144784
-92.947948
0
1,269,819
2020-06-11 16:01:54
3,527,536,963,490,470
fraud_Hahn, Bahringer and McLaughlin
personal_care
14.47
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
deb06c0c9ca718e3f9f6f2a7c973294f
1,370,966,514
33.244191
-80.880739
0
1,269,820
2020-06-11 16:02:24
6,011,388,901,471,808
fraud_Lemke and Sons
travel
2.38
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
c2f9aa6051b2e78b838c16879b23a8b0
1,370,966,544
40.488097
-79.805522
0
1,269,821
2020-06-11 16:02:24
213,186,880,359,195
fraud_Roberts, Ryan and Smith
personal_care
74.15
Craig
Franco
M
9242 Vanessa Ramp Apt. 525
Smithfield
IL
61,477
40.4855
-90.2856
631
Futures trader
1973-02-14
b8cb11022dc48889667785928c067db2
1,370,966,544
40.527617
-90.735522
0
1,269,822
2020-06-11 16:02:50
4,302,475,216,404,898
fraud_Crooks and Sons
personal_care
6.46
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
6329f71cb99a9e58d9a897ebeadb2376
1,370,966,570
42.531315
-93.059894
0
1,269,823
2020-06-11 16:03:15
639,046,421,587
fraud_Kling-Ernser
entertainment
79.14
Dylan
Bonilla
M
2497 John Motorway Suite 922
Leetsdale
PA
15,056
40.5662
-80.2099
1,140
Administrator, education
1986-06-20
57ec4f1cb819803fc2b70dcefc1d6d44
1,370,966,595
41.288045
-80.412734
0
1,269,824
2020-06-11 16:03:34
4,629,451,965,224,809
fraud_Rau-Grant
kids_pets
1.9
Karen
Warren
F
4900 Curtis Gardens Suite 952
Hahira
GA
31,632
30.9416
-83.3574
10,295
Teacher, special educational needs
1997-12-26
219b50ae613be80e7e0ab63c716d0785
1,370,966,614
31.321401
-82.447392
0
1,269,825
2020-06-11 16:04:00
376,656,886,990,758
fraud_Ruecker-Mayert
kids_pets
156.98
Richard
Vance
M
169 Shelia Knoll Suite 753
Zavalla
TX
75,980
31.1569
-94.3871
2,836
Designer, jewellery
1985-12-03
bf9e9f3623b1b4eef1287f82bbb7f590
1,370,966,640
31.269813
-93.784544
0
1,269,826
2020-06-11 16:04:04
38,295,635,583,927
fraud_Mohr Inc
shopping_pos
1.92
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
ec7b927bed7ce72aa456e8b84cbe55a2
1,370,966,644
34.133822
-100.255515
0
1,269,827
2020-06-11 16:04:07
342,035,762,534,413
fraud_Skiles LLC
home
21.09
Jennifer
Carrillo
F
334 Adam Mountains Apt. 868
Manquin
VA
23,106
37.7184
-77.186
976
Engineer, automotive
1999-06-19
68d61369867169bf6fbaa717d449f76d
1,370,966,647
37.085541
-78.104963
0
1,269,828
2020-06-11 16:04:36
3,511,378,610,369,890
fraud_Crooks and Sons
personal_care
10.44
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
c3d5d010510caa6cb6178aec21fd42f0
1,370,966,676
35.379066
-87.265873
0
1,269,829
2020-06-11 16:06:45
5,501,083,170,975,659
fraud_McDermott, Osinski and Morar
home
20.2
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
41071d2fb30f7414104177a76863457f
1,370,966,805
41.862421
-81.295555
0
1,269,830
2020-06-11 16:07:14
346,243,940,647,414
fraud_Beier-Hyatt
shopping_pos
6.35
Sean
Miller
M
6340 Jeffrey Dale
Thornville
OH
43,076
39.8974
-82.4071
9,051
Audiological scientist
1983-01-08
6fd9657a50a1be5a7482cbcbac547a33
1,370,966,834
40.876787
-82.970366
0
1,269,831
2020-06-11 16:07:29
3,561,963,695,236,764
fraud_Waelchi Inc
kids_pets
50.47
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
357d187887b564d23ebfb3f6e6a42353
1,370,966,849
41.074488
-71.554257
0
1,269,832
2020-06-11 16:09:00
340,953,839,692,349
fraud_McCullough LLC
misc_pos
7.5
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
c20ee60da9f98dd58324e74715766d0c
1,370,966,940
43.298791
-83.004962
0
1,269,833
2020-06-11 16:09:48
345,060,451,158,891
fraud_Sporer-Keebler
personal_care
38.52
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
9767a87e68e8720bfce860a4148e3b3d
1,370,966,988
42.43484
-73.445067
0
1,269,834
2020-06-11 16:09:51
213,155,997,615,567
fraud_Botsford Ltd
shopping_pos
129.65
James
Yoder
M
83359 Lopez Point
Clune
PA
15,727
40.5503
-79.3237
168
Race relations officer
1978-10-04
ef83e9e13d4daee3a3fff2186b8a3e99
1,370,966,991
41.028467
-80.311489
0
1,269,835
2020-06-11 16:10:43
676,308,307,625
fraud_Gutmann, McLaughlin and Wiza
home
44.65
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
e249acb4c1156da8ac508d0cf9e405ad
1,370,967,043
38.4
-120.685435
0
1,269,836
2020-06-11 16:11:03
2,720,830,304,681,674
fraud_Weber and Sons
food_dining
122.57
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
2d65b9d3f2b991eedaf04dd5b41ed7c3
1,370,967,063
36.203252
-86.518535
0
1,269,837
2020-06-11 16:11:05
4,481,131,401,752
fraud_Stanton, Jakubowski and Baumbach
shopping_net
21.15
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
9b86ddc63417cb8c3a0de76b12cadeaf
1,370,967,065
41.908352
-72.365957
0
1,269,838
2020-06-11 16:12:56
2,254,917,871,818,484
fraud_Adams-Barrows
health_fitness
19.54
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
72abec09eb38ee94e0ef485917215f41
1,370,967,176
39.019792
-76.728928
0
1,269,839
2020-06-11 16:13:03
3,541,160,328,600,277
fraud_Lakin, Ferry and Beatty
food_dining
8.07
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
93f625c02ce8f030c8d478bf59dbb2f9
1,370,967,183
39.210458
-90.731448
0
1,269,840
2020-06-11 16:13:35
3,560,697,798,177,746
fraud_Witting, Beer and Ernser
home
10.07
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
f38a1522ca8568ab7e879c9e1f46a7f9
1,370,967,215
33.045138
-116.857792
0
1,269,841
2020-06-11 16:14:39
4,451,438,912,406,400
fraud_Cormier LLC
health_fitness
26.48
Cheryl
Morgan
F
7535 Amanda Manors Suite 293
Norman
AR
71,960
34.4596
-93.6743
1,383
Manufacturing engineer
1999-09-11
bae8a4f660c2ff428dade244c50ac92e
1,370,967,279
34.072847
-94.142346
0
1,269,842
2020-06-11 16:14:43
4,451,952,084,362,894
fraud_O'Reilly, Mohr and Purdy
home
69.03
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
992c24702235e8bf203acc9de28d971a
1,370,967,283
34.232632
-101.62206
0
1,269,843
2020-06-11 16:14:47
3,536,918,668,124,647
fraud_Ritchie, Oberbrunner and Cremin
travel
5.88
Michelle
Juarez
F
44864 Melton Vista Suite 310
San Jose
CA
95,148
37.3304
-121.7913
973,849
Science writer
1955-06-12
2883a2b3bf8a948c5eaaa15e3ffb46b2
1,370,967,287
37.8802
-121.026581
0
1,269,844
2020-06-11 16:15:14
630,424,987,505
fraud_Kutch-Ferry
home
66.79
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
b3565ab87b9f6a4a540988f8c6086142
1,370,967,314
39.720555
-79.36077
0
1,269,845
2020-06-11 16:15:32
561,942,763,351
fraud_Lemke and Sons
travel
5.84
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
d79d717dd9a0314f96fd66587d3071ac
1,370,967,332
39.492013
-77.637323
0
1,269,846
2020-06-11 16:16:37
2,264,937,662,466,770
fraud_Schmeler-Howe
personal_care
10.27
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
74d02e7baeef72fcaae343ec5f81bde6
1,370,967,397
30.201756
-99.394839
0
1,269,847
2020-06-11 16:16:37
3,518,234,918,950,662
fraud_Watsica LLC
personal_care
30.99
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
d5c1e6fadd415605011499bbb411035d
1,370,967,397
34.002431
-97.330748
0
1,269,848
2020-06-11 16:16:59
342,351,256,941,125
fraud_Labadie, Treutel and Bode
shopping_net
8.14
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
71fcb8792367cc630413ef27850402e2
1,370,967,419
32.215249
-83.509459
0
1,269,849
2020-06-11 16:16:59
3,573,386,445,588,324
fraud_Dare-Gibson
health_fitness
64.63
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
062d882e90d576bdca9eacd17cc27238
1,370,967,419
46.691542
-99.17906
0
1,269,850
2020-06-11 16:17:48
5,152,054,598,359,927
fraud_Ruecker, Beer and Collier
shopping_net
774.06
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
9603495bfa00fd477400eaec075c9695
1,370,967,468
29.081685
-89.572297
0
1,269,851
2020-06-11 16:19:52
4,587,657,402,165,341,700
fraud_Zemlak, Tillman and Cremin
personal_care
13.77
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
759e1b54d847489b90c705bb17e51e4c
1,370,967,592
41.075221
-87.35631
0
1,269,852
2020-06-11 16:20:25
30,270,432,095,985
fraud_Cronin, Kshlerin and Weber
health_fitness
36.6
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
7c88ee6debf1b1a74275231220e4528f
1,370,967,625
41.197256
-91.688619
0
1,269,853
2020-06-11 16:20:36
2,286,236,465,059,468
fraud_Beier LLC
entertainment
15.84
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
f3cc89f701931f16b0a973887f571f0d
1,370,967,636
38.903342
-93.0461
0
1,269,854
2020-06-11 16:20:50
344,709,867,813,900
fraud_Stark-Batz
entertainment
42.11
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
e0cf56169e96f41f3f6312e9d8d17928
1,370,967,650
26.752526
-81.067723
0
1,269,855
2020-06-11 16:20:51
377,550,167,323,848
fraud_Lang, Towne and Schuppe
kids_pets
104.53
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
553c3e6d679b70fbc421c634a22c9b7c
1,370,967,651
44.988663
-69.381461
0
1,269,856
2020-06-11 16:21:24
3,598,304,579,370,089
fraud_Dare, Casper and Bartoletti
kids_pets
96.83
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
c3d636fea39be7f48f79731248e8bc31
1,370,967,684
36.897023
-96.24558
0
1,269,857
2020-06-11 16:21:48
6,011,860,238,257,910
fraud_Barton LLC
kids_pets
9.65
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
b745bc794ebaf2ecd3748bd6497a1251
1,370,967,708
37.365878
-97.684901
0
1,269,858
2020-06-11 16:22:08
4,433,091,568,498,503
fraud_Champlin-Casper
home
54.28
Linda
Davis
F
493 Todd Views
Gaithersburg
MD
20,882
39.2335
-77.1458
135,332
Clinical biochemist
1936-03-28
bda873645a40d6366579c5647865ad71
1,370,967,728
38.33263
-77.270699
0
1,269,859
2020-06-11 16:23:15
4,178,097,073,221,156
fraud_Donnelly LLC
entertainment
53.03
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
5d7cc575b31f46951ff978fcb261ed0f
1,370,967,795
42.281731
-85.871386
0
1,269,860
2020-06-11 16:25:38
4,859,525,594,182,537
fraud_Hermann and Sons
shopping_pos
7.86
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
bb1536153fe106bd4fb1452265d86202
1,370,967,938
42.580641
-75.694523
0
1,269,861
2020-06-11 16:26:22
377,026,671,291,680
fraud_Kautzer and Sons
personal_care
48.46
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
ef5dbb104e935f2d58429747620550f7
1,370,967,982
37.148808
-90.196689
0
1,269,862
2020-06-11 16:27:15
6,011,652,924,285,713
fraud_Berge, Kautzer and Harris
personal_care
106.75
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
ac82c0bfa5e91aeb36e91cc06806d96d
1,370,968,035
39.012468
-92.135469
0
1,269,863
2020-06-11 16:27:42
30,364,087,349,027
fraud_Abbott-Steuber
personal_care
14.69
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
b57a3982caf8e6777cd48602b7044a62
1,370,968,062
36.697303
-96.556945
0
1,269,864
2020-06-11 16:27:53
4,584,931,703,207,308,300
fraud_Jewess LLC
shopping_pos
48.63
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
5ac31a208282baacbb5020ee920c090c
1,370,968,073
32.689055
-96.777742
0
1,269,865
2020-06-11 16:27:58
4,908,846,471,916,297
fraud_Abbott-Rogahn
entertainment
127.78
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
8bcd32f5de8ad56e5de0fdfd604c9599
1,370,968,078
32.674925
-97.494175
0
1,269,866
2020-06-11 16:28:20
2,720,433,095,629,877
fraud_Kihn, Abernathy and Douglas
shopping_net
5.75
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
3b28f5ca15249e8b1809863e649a77f6
1,370,968,100
44.250316
-69.949407
0
1,269,867
2020-06-11 16:28:59
4,260,128,500,325
fraud_Spencer PLC
entertainment
110.58
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
d4a4129e6904ca5a0f9944e326b40b8b
1,370,968,139
37.280615
-83.315109
0
1,269,868
2020-06-11 16:29:12
6,011,504,998,544,485
fraud_Hauck, Dietrich and Funk
kids_pets
5.09
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
6a6d70b3b1ded12da315c43d5865fd42
1,370,968,152
33.047704
-86.711633
0
1,269,869
2020-06-11 16:30:03
3,521,815,216,091,574
fraud_Douglas-White
entertainment
67.77
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
fa25b67c0cfac7f1474335042fe18af9
1,370,968,203
39.279712
-106.361063
0
1,269,870
2020-06-11 16:31:06
4,497,913,965,512,794,000
fraud_Mueller, Gerhold and Mueller
health_fitness
39.7
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
49ca0d440b7c742db715b473cf62243b
1,370,968,266
35.376047
-78.246975
0
1,269,871
2020-06-11 16:32:20
4,698,163,635,895,795
fraud_Hettinger, McCullough and Fay
home
50.98
Sharon
Powell
F
101 Carla Loop
Wendel
CA
96,136
40.3406
-120.2824
104
Teacher, adult education
1989-08-16
6f13abf32f76259d8d0ea820bc088815
1,370,968,340
39.916076
-119.847463
0
1,269,872
2020-06-11 16:32:21
3,576,431,665,303,017
fraud_Altenwerth, Cartwright and Koss
shopping_net
149.01
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
196cb2c9b174319e78915027d931d48a
1,370,968,341
34.286788
-111.525525
0
1,269,873
2020-06-11 16:32:46
376,262,134,119,629
fraud_Friesen Ltd
health_fitness
18.79
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
4a0eb9eb6133c2fe7bf448800f858816
1,370,968,366
27.336155
-82.029877
0
1,269,874
2020-06-11 16:33:50
6,538,441,737,335,434
fraud_Mueller, Gerhold and Mueller
health_fitness
44.51
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
c6603e4a34092510d446e241fe638492
1,370,968,430
41.30547
-80.132181
0
1,269,875
2020-06-11 16:33:55
377,026,671,291,680
fraud_Gleason and Sons
kids_pets
23.62
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
aee345aedfd913bcdf39c72639726ca6
1,370,968,435
36.474046
-91.766537
0
1,269,876
2020-06-11 16:34:21
2,283,743,876,903,625
fraud_Kuphal-Toy
food_dining
48.89
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
679171bd165f757a983fce9cfb76a61a
1,370,968,461
33.704259
-84.469811
0
1,269,877
2020-06-11 16:35:04
213,191,402,330,021
fraud_Hickle Group
shopping_pos
3.59
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
13cc37461c694e22e843490ba31f6651
1,370,968,504
43.368624
-87.054845
0
1,269,878
2020-06-11 16:38:58
6,011,329,966,782,895
fraud_Schumm, McLaughlin and Carter
food_dining
47.98
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
7864d286d2781994a54a760c316d71a3
1,370,968,738
35.599861
-96.386478
0
1,269,879
2020-06-11 16:39:06
4,634,955,908,138,648
fraud_Roob, Conn and Tremblay
shopping_pos
4.63
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
09b7ef875ec363e78a1faea34b7b168a
1,370,968,746
40.823173
-95.527407
0
1,269,880
2020-06-11 16:39:08
4,861,310,130,652,567,000
fraud_Terry Ltd
home
7.78
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
8ee9cb246b131ff50a27bd7c03bd11c3
1,370,968,748
29.527608
-90.289643
0
1,269,881
2020-06-11 16:39:11
4,457,732,997,086,323,700
fraud_O'Reilly, Mohr and Purdy
home
80.42
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
204be3e9770eef99f53beced3a50a26a
1,370,968,751
37.701332
-120.372431
0
1,269,882
2020-06-11 16:39:40
4,092,452,671,396,169,700
fraud_Harris Group
food_dining
53.31
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
c966a014094bc7a941c546e2fb24a29f
1,370,968,780
34.387649
-77.852863
0
1,269,883
2020-06-11 16:40:53
376,028,110,684,021
fraud_Upton PLC
entertainment
73.24
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
30d5af1bc06ca6b41a7e8845f0cf7e70
1,370,968,853
39.865544
-93.918509
0
1,269,884
2020-06-11 16:41:23
4,500,002,361,389
fraud_Kutch-Ferry
home
139.4
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
9c066aaee15eee7b3fa5b493ab4b4abc
1,370,968,883
39.143281
-74.913315
0
1,269,885
2020-06-11 16:41:30
30,234,966,027,947
fraud_Pacocha-Weissnat
kids_pets
22.4
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
7dc309b611ce7a89398e7aba576611d5
1,370,968,890
43.802671
-88.423799
0
1,269,886
2020-06-11 16:42:06
4,710,826,438,164,848,000
fraud_Brown-Greenholt
entertainment
7.61
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
7b719d309f1fae5c05e4a6307da56605
1,370,968,926
49.247083
-108.341511
0
1,269,887
2020-06-11 16:42:37
180,031,190,491,743
fraud_Barton LLC
kids_pets
75.47
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
1ffb62e4859421116929940f1291c8cc
1,370,968,957
31.393094
-87.32513
0
1,269,888
2020-06-11 16:43:03
2,720,012,583,106,919
fraud_Bechtelar-Rippin
food_dining
68.46
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
6ff6a7da499bb4102f85ba72ded02f03
1,370,968,983
43.042696
-103.113569
0
1,269,889
2020-06-11 16:43:17
6,506,116,513,503,136
fraud_Wuckert-Goldner
home
37.9
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
86899f4bf499a9c92fb88c377ece79c3
1,370,968,997
31.858574
-94.322552
0
1,269,890
2020-06-11 16:43:27
3,551,217,896,304,745
fraud_O'Keefe-Wisoky
food_dining
14.29
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
bf378ac2240cccd379191832a4736af5
1,370,969,007
44.550895
-73.652418
0
1,269,891
2020-06-11 16:44:14
4,170,689,372,027,579
fraud_Armstrong, Walter and Gottlieb
food_dining
95.12
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
63c770a2f3bd02ecdf8a7fdabbb4be7a
1,370,969,054
36.181027
-97.286675
0
1,269,892
2020-06-11 16:46:26
4,209,696,857,872,688,600
fraud_Jacobi and Sons
shopping_pos
1.77
Sarah
Bell
F
6963 Russell Causeway Suite 231
Galatia
IL
62,935
37.8274
-88.6235
1,943
Restaurant manager, fast food
1971-10-19
6ce06cd3e1843f810767888b82e0da5a
1,370,969,186
38.029827
-88.231956
0
1,269,893
2020-06-11 16:46:31
676,102,124,465
fraud_Thiel-Thiel
entertainment
41.27
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
ebed18e9a55abf6eccdd90ba1444b5c2
1,370,969,191
39.443107
-122.628727
0
1,269,894
2020-06-11 16:46:31
639,023,984,367
fraud_Ziemann-Waters
health_fitness
95.46
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
d05cd179ee10ea6b8931eb4f67b723fa
1,370,969,191
44.030689
-75.793116
0
1,269,895
2020-06-11 16:47:25
3,565,196,229,855,512
fraud_Altenwerth-Kilback
home
39.86
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
738250f6313986c05aa55152ac6f5296
1,370,969,245
40.17727
-92.956319
0
1,269,896
2020-06-11 16:48:17
4,560,395,181,594,436,000
fraud_Reichert, Rowe and Mraz
shopping_net
587.14
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
c0a548639afd01f16fa5f3224a75f0b0
1,370,969,297
39.409513
-122.345061
0
1,269,897
2020-06-11 16:49:25
3,583,793,405,872,580
fraud_Brown Inc
kids_pets
1.22
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
1f414aee5725071b1173f389400baeda
1,370,969,365
34.180695
-99.868831
0
1,269,898
2020-06-11 16:51:15
4,450,831,335,606,294
fraud_Cormier LLC
shopping_net
3.43
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
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1,370,969,475
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0
1,269,899
2020-06-11 16:52:20
3,556,613,125,071,656
fraud_Weimann, Kuhic and Beahan
shopping_pos
7.16
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
dc156cec6a735d2c83d217e276e311e4
1,370,969,540
28.171989
-95.402745
0